 ;; **
 
 ;; @@
-(def num-particles 100)
+(def num-particles 10)
 (def is-states (take num-particles (infer :importance polynomial-regression [fixed-inputs test-outputs])))
 (let [inputs (range -10 10.5 0.5)]
   (compose

    (list-plot (mapv vector fixed-inputs test-outputs))
    
    ;; Ground truth
    (let [outputs (mapv #(+ w0 (* w1 %) (* w2 % %)) inputs)]
      (list-plot (mapv vector 
                       inputs
                       outputs)
                 :color "black"
                 :joined true))
    
    ;; Posterior
    (apply compose
           (mapv (fn [[[w0 w1 w2] weight]]
                   (let [outputs (mapv #(+ w0 (* w1 %) (* w2 % %)) inputs)]
                     (list-plot (mapv vector 
                                      inputs
                                      outputs)
                                :opacity weight
                                :color "blue"
                                :joined true)))
                 (vec (empirical-distribution (collect-results csis-states)))))))
;; @@
;; =>
;;; 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;; <=

;; **

;; **

;; @@
(def w0 1)
(def w1 1)
(def w2 1)
(def test-outputs (mapv #(sample* (laplace (+ w0 (* w1 %) (* w2 % %)) 1)) fixed-inputs))
;; @@
;; =>
;;; {"type":"html","content":"<span class='clj-var'>#&#x27;worksheets.polynomial-regression/test-outputs</span>","value":"#'worksheets.polynomial-regression/test-outputs"}
